通過此課程學生可以掌握大數(shù)據(jù)知識發(fā)現(xiàn)與應用的基本方法,,包括聚類,分類,,數(shù)據(jù)處理等,并能夠按照工程學的方法,,解決實際應用上的大數(shù)據(jù)知識發(fā)現(xiàn)問題,,如醫(yī)療,交通方面的問題,,以保證大數(shù)據(jù)相關(guān)項目的正常實施,。課程也會涉及機器學習方面的技術(shù),總體培養(yǎng)以偏向?qū)嶋H應用為主,,科研解決問題能力為輔,。
Week 1 Introduction to Big Data Knowledge Discovery and Application/Clustering
Week 2 Classification/Evaluation Methods/Student Presentations
Week 3 Recommendation System/Student Presentations
Week 4 Expert Talk/Student Presentations
Week 5 Data Visualization/Forecasting System/Student Presentations
Week 6 Knowledge Discovery on Transportation/Student Presentations
Week 7 Knowledge Discovery on Education/Student Presentations
Week 8 Student Presentations/Conclusions